Chains sampling completly different area of parameter space and never converge

From the first graph, the “different regions”, or more accurately meta-stability, clearly comes from q2=0 and q3=0 I suppose both are sd parameters and it just a funnel-type. I would imagine the easiest solution is to try zap (Zaps to avoid the funnel).